{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Hierarchical model for Rugby prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example now has a rich history! It is based on the [PyMC3 example from Peadar Coyle](https://docs.pymc.io/notebooks/rugby_analytics.html), which is based on [Daniel Weitzenfeld's blog post](http://danielweitzenfeld.github.io/passtheroc/blog/2014/10/28/bayes-premier-league/), which based on the work of [Baio and Blangiardo](http://discovery.ucl.ac.uk/16040/1/16040.pdf).\n",
    "\n",
    "In this notebook, we port the model from PyMC3 to PyMC4.\n",
    "\n",
    "We are modelling the [Six Nations Championship](https://en.wikipedia.org/wiki/Six_Nations_Championship), a rugby competition between Italy, Ireland, Scotland, England, France and Wales."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Motivation\n",
    "We wish to model a latent (unobserved) attack and defense strength for each team, and use that to make predictions about which team may win in a given year. We use results from the past five years from Wikipedia. In each of the five years of data, each team plays every other team, for a total of 60 games in the data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mié ene  8 20:39:22 -03 2020\r\n"
     ]
    }
   ],
   "source": [
    "!date\n",
    "\n",
    "import arviz as az\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc4 as pm\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import StrMethodFormatter\n",
    "import seaborn as sns\n",
    "import tensorflow as tf\n",
    "from tensorflow_probability import distributions as tfd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>home_team</th>\n",
       "      <th>away_team</th>\n",
       "      <th>home_score</th>\n",
       "      <th>away_score</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wales</td>\n",
       "      <td>Italy</td>\n",
       "      <td>23</td>\n",
       "      <td>15</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>France</td>\n",
       "      <td>England</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>Wales</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Scotland</td>\n",
       "      <td>England</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  home_team away_team  home_score  away_score  year\n",
       "0     Wales     Italy          23          15  2014\n",
       "1    France   England          26          24  2014\n",
       "2   Ireland  Scotland          28           6  2014\n",
       "3   Ireland     Wales          26           3  2014\n",
       "4  Scotland   England           0          20  2014"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all = pd.read_csv(pm.utils.get_data('rugby.csv'), index_col=0)\n",
    "df_all.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In general:\n",
    "\n",
    "* We know that the Six Nations in Rugby only has 6 teams, and they each play each other once each year.\n",
    "* We have data from 5 trailing years.\n",
    "* In sports, scoring is modelled with a Poisson distribution.\n",
    "* Playing at home is considered a strong advantage."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The model.\n",
    "\n",
    "The league is made up by a total of T= 6 teams, playing each other once in a season. We indicate the number of points scored by the home and the away team in the $g$th game of the season (15 games) as $y_{g_1}$ and $y_{g_2}$ respectively. </p>\n",
    "The vector of observed counts $\\mathbb{y} = (y_{g_1}, y_{g_2})$ is modelled as independent Poisson:\n",
    "\n",
    "$$\n",
    "y_{g_i}| \\theta_{g_j} \\sim  \\operatorname{Poisson}(\\theta_{g_j})\n",
    "$$\n",
    "\n",
    "where the $\\theta$ parameters represent the scoring intensity in the $g$th game for the team playing at home ($j=1$) and away ($j=2$), respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We model these parameters according to a formulation that has been used widely in the statistical literature, assuming a log-linear random effect model:\n",
    "$$\n",
    "\\log \\theta_{g_1} = \\text{home} + \\text{att}_{h(g)} + \\text{def}_{a(g)} \n",
    "$$\n",
    "\n",
    "$$\n",
    "\\log \\theta_{g_2} = \\text{att}_{a(g)} + \\text{def}_{h(g)}\n",
    "$$\n",
    "\n",
    "\n",
    "* The parameter home represents the advantage for the team hosting the game and we assume that this effect is constant for all the teams and throughout the season\n",
    "* The scoring intensity is determined jointly by the attack and defense ability of the two teams involved, represented by the parameters att and def, respectively\n",
    "\n",
    "* Conversely, for each t = 1, ..., T, the team-specific effects are modelled as exchangeable from a common distribution:\n",
    "\n",
    "$$\n",
    "\\text{att}_{t} \\sim \\mathcal{N}(\\mu_{\\text{att}}, \\tau_{\\text{att}})\\\\\n",
    "\\text{def}_{t} \\sim \\mathcal{N}(\\mu_{\\text{def}},\\tau_{\\text{def}})\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We restrict to only the useful columns for this model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "teams = df_all.home_team.unique()\n",
    "teams = pd.DataFrame(teams, columns=['team'])\n",
    "teams['i'] = teams.index\n",
    "\n",
    "df = (df_all.merge(teams, left_on='home_team', right_on='team', how='left')\n",
    "        .rename(columns = {'i': 'home_idx'})\n",
    "        .drop('team', 1)\n",
    "        .merge(teams, left_on='away_team', right_on='team', how='left')\n",
    "        .rename(columns = {'i': 'away_idx'})\n",
    "        .drop('team', 1)\n",
    "     )\n",
    "\n",
    "observed_home_goals = df.home_score.values\n",
    "observed_away_goals = df.away_score.values\n",
    "\n",
    "home_team = df.home_idx.values\n",
    "away_team = df.away_idx.values\n",
    "\n",
    "num_teams = len(teams)\n",
    "num_games = len(home_team)\n",
    "\n",
    "att_starting_points = np.log(df.groupby('away_idx').away_score.mean())\n",
    "def_starting_points = -np.log(df.groupby('home_idx').away_score.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>home_team</th>\n",
       "      <th>away_team</th>\n",
       "      <th>home_score</th>\n",
       "      <th>away_score</th>\n",
       "      <th>year</th>\n",
       "      <th>home_idx</th>\n",
       "      <th>away_idx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wales</td>\n",
       "      <td>Italy</td>\n",
       "      <td>23</td>\n",
       "      <td>15</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>France</td>\n",
       "      <td>England</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>2014</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>Wales</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>2014</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Scotland</td>\n",
       "      <td>England</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  home_team away_team  home_score  away_score  year  home_idx  away_idx\n",
       "0     Wales     Italy          23          15  2014         0         4\n",
       "1    France   England          26          24  2014         1         5\n",
       "2   Ireland  Scotland          28           6  2014         2         3\n",
       "3   Ireland     Wales          26           3  2014         2         0\n",
       "4  Scotland   England           0          20  2014         3         5"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building of the model \n",
    "\n",
    "* We now build the model in PyMC4, specifying the global parameters, and the team-specific parameters and the likelihood function "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "home_team = tf.constant(home_team, dtype=tf.int32)\n",
    "away_team = tf.constant(away_team, dtype=tf.int32)\n",
    "\n",
    "@pm.model\n",
    "def rugby_model():\n",
    "\n",
    "    # global model parameters\n",
    "    home = yield pm.Normal('home', loc=0, scale=1)\n",
    "    sd_att = yield pm.HalfStudentT('sd_att', df=3, scale=2.5)\n",
    "    sd_def = yield pm.HalfStudentT('sd_def', df=3, scale=2.5)\n",
    "    intercept = yield pm.Normal('intercept', loc=0, scale=1)\n",
    "\n",
    "    # team-specific model parameters\n",
    "    atts_star = yield pm.Normal(\"atts_star\", loc=0, scale=sd_att, batch_stack=num_teams)\n",
    "    defs_star = yield pm.Normal(\"defs_star\", loc=0, scale=sd_def, batch_stack=num_teams)\n",
    "\n",
    "    atts = yield pm.Deterministic('atts', atts_star - tf.reduce_mean(atts_star))\n",
    "    defs = yield pm.Deterministic('defs', defs_star - tf.reduce_mean(defs_star))\n",
    "    home_theta = yield pm.Deterministic('home_theta', tf.math.exp(intercept + home + tf.gather(atts, home_team) + tf.gather(defs, away_team)))\n",
    "    away_theta = yield pm.Deterministic('away_theta', tf.math.exp(intercept + tf.gather(atts, away_team) + tf.gather(defs, home_team)))\n",
    "\n",
    "    # likelihood of observed data\n",
    "    home_points = yield pm.Poisson('home_points', rate=home_theta, observed=observed_home_goals)\n",
    "    away_points = yield pm.Poisson('away_points', rate=away_theta, observed=observed_away_goals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6min 18s, sys: 29.4 s, total: 6min 48s\n",
      "Wall time: 2min 42s\n"
     ]
    }
   ],
   "source": [
    "%time data = pm.sample(rugby_model(), num_chains=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.posterior['rugby_model/atts_dim_0'] = teams.team.values\n",
    "data.posterior['rugby_model/defs_dim_0'] = teams.team.values\n",
    "data.posterior['rugby_model/atts_star_dim_0'] = teams.team.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that with `PyMC4`, it is easy to use more chains for inference. Here we ran with 64 chains, which makes the traceplot even more difficult to read than normal!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/osvaldo/proyectos/00_PyMC3/arviz/arviz/plots/backends/matplotlib/distplot.py:38: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
      "  \"Argument backend_kwargs has not effect in matplotlib.plot_dist\"\n",
      "/home/osvaldo/proyectos/00_PyMC3/arviz/arviz/plots/backends/matplotlib/distplot.py:38: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
      "  \"Argument backend_kwargs has not effect in matplotlib.plot_dist\"\n",
      "/home/osvaldo/proyectos/00_PyMC3/arviz/arviz/plots/backends/matplotlib/distplot.py:38: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
      "  \"Argument backend_kwargs has not effect in matplotlib.plot_dist\"\n",
      "/home/osvaldo/proyectos/00_PyMC3/arviz/arviz/plots/backends/matplotlib/distplot.py:38: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
      "  \"Argument backend_kwargs has not effect in matplotlib.plot_dist\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(data, var_names=['rugby_model/intercept', 'rugby_model/home', 'rugby_model/sd_att', 'rugby_model/sd_def'], combined=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "bfmi = az.bfmi(data)\n",
    "max_gr = max(np.max(gr_stats) for gr_stats in az.rhat(data).values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = az.plot_energy(data, legend=False, figsize=(6, 4))\n",
    "ax.set_title(f\"BFMI = {np.mean(bfmi):.2f}\\n\" + \"$\\hat{R}=$\" + f\"{max_gr.values:.2f}\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us look at some of the stats, just to verify that our model has returned the correct attributes. We can see that some teams are stronger than others. This is what we would expect with attack.\n",
    "\n",
    "First is the 94th percentile confidence intervals for different team's attack strengths (note that these have no unit!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.09320143,  0.24889931],\n",
       "       [-0.16997735, -0.00069785],\n",
       "       [ 0.02933749,  0.18558073],\n",
       "       [-0.20312631, -0.02839875],\n",
       "       [-0.44067937, -0.233735  ],\n",
       "       [ 0.18132453,  0.3326777 ]], dtype=float32)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.stats.hpd(data.posterior['rugby_model/atts']).mean(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we fake finding the median by forming a very small confidence interval around the 50th percentile, and taking the mean:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.16597888, -0.08560657,  0.1139596 , -0.1174757 , -0.33381003,\n",
       "        0.25988317], dtype=float32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.stats.hpd(data.posterior['rugby_model/atts'], credible_interval=0.01).mean(axis=1).mean(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "Now we can inspect the latent parameters for offense and defense that the model has predicted. For quick intuition, Italy has done quite poorly over the past 5 years, and Ireland has been one of the stronger teams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x331.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = az.plot_forest(data, var_names=['rugby_model/atts'], combined=True)\n",
    "ax[0].set_title('Team Offense');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x331.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = az.plot_forest(data, var_names=['rugby_model/defs'], combined=True)\n",
    "ax[0].set_title('Team Defense');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Good teams like Ireland and England have a strong negative effect defense. Which is what we expect. We expect our strong teams to have strong positive effects in attack and strong negative effects in defense. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This approach that we're using of looking at parameters and examining them is part of a good statistical workflow. \n",
    "We also think that perhaps our priors could be better specified. However this is beyond the scope of this article. \n",
    "We recommend for a good discussion of 'statistical workflow' you visit [Robust Statistical Workflow with RStan](http://mc-stan.org/users/documentation/case-studies/rstan_workflow.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do some other plots. So we can see our range for our defensive effect. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1490.4x662.4 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes = az.plot_posterior(data, var_names=['rugby_model/defs']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We conclude by simulating 1,000 future seasons for each of our 64 chains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Note that RandomPoissonV2 inside pfor op may not give same output as inside a sequential loop.\n",
      "WARNING:tensorflow:Note that RandomPoissonV2 inside pfor op may not give same output as inside a sequential loop.\n"
     ]
    }
   ],
   "source": [
    "pp_trace = pm.sample_posterior_predictive(model=rugby_model(), trace=data).posterior_predictive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "home_sim_df = pd.DataFrame.from_dict({\n",
    "    'sim_points_{}'.format(i): 3 * home_won\n",
    "    for i, home_won in enumerate((pp_trace['rugby_model/home_points'] > pp_trace['rugby_model/away_points']).values.reshape(-1, df.shape[0]))\n",
    "})\n",
    "home_sim_df.insert(0, 'team', df['home_team'])\n",
    "\n",
    "away_sim_df = pd.DataFrame.from_dict({\n",
    "    'sim_points_{}'.format(i): 3 * away_won\n",
    "    for i, away_won in enumerate((pp_trace['rugby_model/home_points'] < pp_trace['rugby_model/away_points']).values.reshape(-1, df.shape[0]))\n",
    "})\n",
    "away_sim_df.insert(0, 'team', df['away_team'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>rank</th>\n",
       "      <th>1.0</th>\n",
       "      <th>2.0</th>\n",
       "      <th>3.0</th>\n",
       "      <th>4.0</th>\n",
       "      <th>5.0</th>\n",
       "      <th>6.0</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>team</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>England</th>\n",
       "      <td>8.799453</td>\n",
       "      <td>4.403313</td>\n",
       "      <td>1.650125</td>\n",
       "      <td>0.137891</td>\n",
       "      <td>0.008516</td>\n",
       "      <td>0.000703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>1.086453</td>\n",
       "      <td>1.307266</td>\n",
       "      <td>2.268531</td>\n",
       "      <td>8.857016</td>\n",
       "      <td>1.417859</td>\n",
       "      <td>0.062875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ireland</th>\n",
       "      <td>7.628406</td>\n",
       "      <td>4.763406</td>\n",
       "      <td>2.349781</td>\n",
       "      <td>0.238719</td>\n",
       "      <td>0.018969</td>\n",
       "      <td>0.000719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>0.711688</td>\n",
       "      <td>0.027391</td>\n",
       "      <td>0.014719</td>\n",
       "      <td>0.106750</td>\n",
       "      <td>0.622141</td>\n",
       "      <td>13.517312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scotland</th>\n",
       "      <td>0.912359</td>\n",
       "      <td>0.775109</td>\n",
       "      <td>0.875625</td>\n",
       "      <td>2.797094</td>\n",
       "      <td>9.407016</td>\n",
       "      <td>0.232797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wales</th>\n",
       "      <td>4.355062</td>\n",
       "      <td>4.689359</td>\n",
       "      <td>5.253656</td>\n",
       "      <td>0.653703</td>\n",
       "      <td>0.046406</td>\n",
       "      <td>0.001813</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "rank           1.0       2.0       3.0       4.0       5.0        6.0\n",
       "team                                                                 \n",
       "England   8.799453  4.403313  1.650125  0.137891  0.008516   0.000703\n",
       "France    1.086453  1.307266  2.268531  8.857016  1.417859   0.062875\n",
       "Ireland   7.628406  4.763406  2.349781  0.238719  0.018969   0.000719\n",
       "Italy     0.711688  0.027391  0.014719  0.106750  0.622141  13.517312\n",
       "Scotland  0.912359  0.775109  0.875625  2.797094  9.407016   0.232797\n",
       "Wales     4.355062  4.689359  5.253656  0.653703  0.046406   0.001813"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_table = (home_sim_df.groupby('team')\n",
    "                        .sum()\n",
    "                        .add(away_sim_df.groupby('team')\n",
    "                                        .sum())\n",
    "                        .rank(ascending=False, method='min', axis=0)\n",
    "                        .reset_index()\n",
    "                        .melt(id_vars='team', value_name='rank')\n",
    "                        .groupby('team')['rank']\n",
    "                        .value_counts()\n",
    "                        .unstack(level='rank')\n",
    "                        .fillna(0)\n",
    "                        .div(64_000))\n",
    "sim_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sim_table.loc[:, 1.0].plot(kind='barh')\n",
    "\n",
    "ax.xaxis.set_major_formatter(StrMethodFormatter('{x:.1%}'));\n",
    "ax.set_xlabel(\"Probability of finishing first overall\\n(including ties)\")\n",
    "\n",
    "ax.set_ylabel(\"Team\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see according to this model that Ireland finishes with the most points about 60% of the time, and England finishes with the most points 45% of the time and Wales finishes with the most points about 10% of the time.  (Note that these probabilities do not sum to 100% since there is a non-zero chance of a tie atop the table.)"
   ]
  }
 ],
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